{"id":"W4214635099","doi":"10.1111/faam.12321","title":"Auditing governable space—A study of place‐based accountability in England","year":2022,"lang":"en","type":"article","venue":"Financial Accountability and Management","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library of Parliament","funders":"","keywords":"Accountability; Audit; Public administration; Corporate governance; Local government; Context (archaeology); Political science; Transparency (behavior); Government (linguistics); Politics; Public relations; Business; Law; Accounting; Geography; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004594261,0.0001040417,0.000213718,0.0001367208,0.0007735197,0.000075109,0.0003176877,0.00004021033,0.0005221292],"category_scores_gemma":[0.0003714253,0.0001159566,0.00003610782,0.0006833928,0.000181338,0.000268935,0.0003411245,0.0002334412,0.000001709143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003795442,"about_ca_system_score_gemma":0.0003538042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04226901,"about_ca_topic_score_gemma":0.09228165,"domain_scores_codex":[0.9976059,0.0004935379,0.0003421957,0.0003649008,0.000817248,0.0003761806],"domain_scores_gemma":[0.9992608,0.0002319225,0.0001248498,0.000250143,0.00005917482,0.00007312219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001665154,0.01171472,0.7446875,0.0007178643,0.00005350284,0.00004479749,0.100938,0.001784574,0.00002857899,0.1098397,0.002319571,0.02620604],"study_design_scores_gemma":[0.00247438,0.000372938,0.5501376,0.00001231243,0.00001378216,2.452248e-7,0.05890638,0.0002632921,0.00001131923,0.001928426,0.3856645,0.0002148209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793006,0.00001974399,0.00001826232,0.001190443,0.0001273779,0.001169032,0.00005936363,0.00002513793,0.01809011],"genre_scores_gemma":[0.9989538,0.0000160285,0.00004334951,0.00016397,0.00006880324,0.0002990158,0.000005926428,0.000004631151,0.0004444626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3833449,"threshold_uncertainty_score":0.9641086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04127515523871519,"score_gpt":0.350897098459513,"score_spread":0.3096219432207978,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}